Ultrashort laser ablation
is one of the most promising areas for a wide range of new laser applications
in materials science [1], nanotechnology [2, 3], biomedicine [4–6], etc. A
detailed study of the mechanisms of ultrashort laser ablation of metals [7, 8]
and semiconductors [9, 10] is of great importance for all applications. Due to
the large variety of processes involved, which are characterized by a strong
spatio-temporal multiscale, such studies present a complex problem. Over the
past years, despite the difficulties, not only practical [11, 12] but also
fundamental interest [13, 14] still remains in the study of processes initiated
by ultrashort laser action.
In experimental studies
[15–18], it was found that at least two different mechanisms contribute to the
ablation of semiconductors (Si) and metals (Fe, Au, Cu). One mechanism is
associated with the release of high-speed particles with an energy of about 5-7
eV. Another mechanism results in the ejection of slow thermal particles with
lower energy. Using time-of-flight (TOF) mass spectrometry, bimodal velocity
and energy distributions of nanoparticles during femto- and picosecond laser
ablation of metals and semiconductors were experimentally measured in these
works. It follows from the experiments that the determining factor for the
processes under consideration is the time scale on which the laser pulse energy
is released in the substance. The observed spectra with a two-peak distribution
of particles consisted of two components - a high- and a low-energy component.
Obtaining distinct bimodal structures with two different maxima in the velocity
and energy distribution of nanoparticles ejected from irradiated metal surfaces
indicates that at least two different mechanisms contribute to ultrashort laser
ablation. Along with traditional thermal and hydrodynamic processes, a
distinctive feature of ultrashort laser action on metals is the presence of
ultrafast electronic processes.
The predominance of
thermal and hydrodynamic processes forms the basis of the mechanism of thermal
ablation, during which the main removal of matter occurs. This mechanism
belongs to the slow ones, since the release and transformation of the laser
pulse energy in it occurs on a picosecond time scale.
The mechanism of fast
nonthermal ablation is based on fast electronic processes associated with
electric fields. Nonthermal ablation occurs near the main ablation threshold
and tends to remove hot electrons and accelerated ions from the thin surface
layer. Fast electronic processes can lead to the Coulomb explosion (CE), the
concepts of the physical mechanisms of which for metals [19, 20] and
semiconductors [15, 21, 22] have not been finally formulated and are the
subject of considerable scientific interest [23–25].
In the field of determining
the dynamic characteristics of laser-induced nonequilibrium processes, the
experimental approach, which is traditional, has limitations. Because of this,
it is important to use a theoretical approach, the main tool of which is
mathematical modeling. At present, two classes of models are most common:
continuum, describing phenomena at the macrolevel [26–30] and atomistic, giving
an idea of the phenomenon at the microlevel [31–38]. Recently, hybrid
continuum-atomistic models have been developed [39, 40], which combine the
advantages of continuum models, which make it possible to model electronic
excitation under the action of ultrashort laser radiation, and atomistic
models, which allow tracking the motion of each molecule or atom, modeling
detailed ablation and phase transitions after target irradiation with
ultrashort laser radiation impulses. A feature of the action of ultrashort
super-powerful laser radiation on metals is the high rate and volumetric nature
of energy release in the electronic component, leading to a strong deviation
from the state of local thermodynamic equilibrium. The complexity of the
mathematical description of the processes induced by laser radiation underlying
laser ablation is due to the occurrence of these processes under conditions of
strong nonequilibrium, which must be adequately taken into account in
theoretical models.
In [26], based on the
developed continuum hydrodynamic model, which combines the description of
nonequilibrium thermal, hydrodynamic, and electronic processes, a detailed
study of the mechanisms of fs-laser ablation of an Al film was performed. The
behavior of the electrostatic field was described in terms of an electric
double layer (EDL) [27]. The main feature of statement of EDL in the
hydrodynamic approximation was the presence of a direct relationship between
the electron pressure gradient
∂Pene/∂x
and the
electric field strength
Ex, in contrast to drift-diffusion
models [23, 24], which makes it possible to study various ablation mechanisms
within the framework of a single mathematical model - fast non-thermal,
determined by Coulomb forces, and slow, realized in a hydrodynamic unloading
wave. Modeling showed that the excess nonequilibrium pressure of collectivized
electrons plays a leading role in the formation of a strong electric field at
the metal-vacuum interface. This effect can be taken as the basis for the
Coulomb explosion in metals.
Validation of the obtained
results showed a good qualitative agreement with the experimental data [17,
18]. Further detailing of studies in order to obtain more complete information,
including the quantitative component of the occurring phenomena, is associated
with the development and application of mathematical models of the microscopic
level, called atomistic ones. Typically, an atomistic model consists of 2N
classical equations of motion, where N is the number particles (atoms, ions)
included in the sample under study and is of the order of (1 - 10)×106.
The numerical solution of such systems of equations is associated with a large
amount of calculations and the complexity of processing and presenting the
obtained results.
Considering this
circumstance, a continuum-atomistic model was developed to describe the
mechanisms of ablation, Coulomb explosion, and spallation of a metal target.
This article presents the
results of mathematical modeling of the occurrence of a Coulomb explosion in
metals under the influence of fs-ps-laser pulses on the example of copper (Cu),
obtained using a new continuum-atomistic model.
A large role
in the presentation of the results belongs to visualization. High-quality
visualization of the results can enhance the value of the obtained information
and begins to play not just the role of displaying (building) images, but is
being transformed into a full-fledged component of scientific research. Since
the results of mathematical modeling, as a rule, are represented by a large
amount of information, their further use for intellectual analysis,
demonstration, and training is associated with the need for space-time display
of highly unstable regimes of phase transformations, Coulomb explosion,
stratification of matter, etc. Recently, the visualization of scientific
results has received rapid development [41]. Not a single scientific report,
both experimental and theoretical, is published without visualizing the results
obtained, mainly using static illustrations. Although dynamic visualization
[42, 43] has many more possibilities, which allows illustrating the development
of a phenomenon in dynamics, thereby raising the presentation and analysis of
scientific results to a qualitatively higher level. Dynamic visualization in
scientific publications remains quite rare, since its key difference from
static one is the use of animation, as a result of which traditional paper
media - books, magazines - no longer correspond to such a representation of information.
To use dynamic visualization in the presentation of scientific results in the
article, modern multimedia equipment is required, at least what is offered by
the most common Internet browsers today. And for the publication of such
articles, specialized online publications are needed [44,45].
To present the simulation
results obtained in this article, dynamic visualization is used, which makes it
possible to show the spatiotemporal evolution of the ablation of a copper
target under the influence of ultrashort (fs, ps) laser radiation.
The formulation of the
problem of laser action on a metal is as follows: a laser radiation flux (Fig.
1) of a Gaussian shape (Fig. 2) is incident on the surface of a metal target
(Cu) placed in vacuum along the time coordinate t, wavelength λ, maximum
intensity Go and duration τ. Part of the radiation is reflected by the
surface (0
|
|
Fig. 1. Scheme of laser action on the target
|
Fig.2. Time profile of the laser pulse G=G0
exp(-(t-t0/τ)2)
|
The duration of the action
of ultrashort pulses turns out to be shorter than the relaxation times of all
the main processes, and the absorbed energy of the laser pulse is released in
the electronic component, leaving the lattice cold for the time required to
transfer energy from heated electrons to the lattice. For this reason, all
processes induced by laser radiation: electronic, thermal, hydrodynamic,
including phase transformations underlying laser ablation, proceed under
conditions of strong nonequilibrium, which must be adequately taken into
account in the mathematical model. One of these effects is the action of the
pressure of collectivized electrons in a metal under conditions where the
temperatures of the electronic and ionic subsystems differ by tens of thousands
of degrees. Accounting for the pressure effect of the electronic component
leads to the need to formulate and solve the problem of the electric double
layer (EDL), which was considered in detail earlier in [27].
According
to the quantum mechanical theory of Sommerfeld [46, 47], the electron subsystem
is a degenerate Fermi gas of free collectivized electrons. The ionic subsystem
consists of heavy positively charged ions, which are considered immobile. In
the initial state, it is assumed that the metal is in a state of thermodynamic
equilibrium and quasi-neutrality. Collectivized electrons in the thickness of
the metal, up to quasi-neutrality, have a constant density
and
freely move through the lattice formed by bound ions. The ions also have a
constant density
ρi
up to
the boundary with vacuum
x
=
L, where the ion density abruptly
decreases to zero. Atoms and ions at the vacuum-metal interface (surface)
exhibit different properties than atoms and ions in the volume of a phase or
material, since they are in a different environment. This is determined
primarily by the fact that the surface of a solid metal is always charged, due
to the fact that it is formed by the ions that make up the solid.
Under the
influence of the pressure of the electronic component
Pe,
collectivized electrons are squeezed out beyond the metal surface towards
vacuum, which leads to the violation of quasi-neutrality and the appearance of
an electric field. As a result, the presence of a surface charge leads to the
formation of a thin double electric layer formed by two spatially separated
layers of electric charges of different signs. The resulting electric field,
which prevents the escape of electrons to infinity, contributes to the
establishment of electrostatic equilibrium, in which the positive charge of the
metal surface is compensated by the negative charge of the electron cloud from
the vacuum side.
External
action in the form of ultrashort superpower laser pulses on collectivized
electrons can lead to a nonlinear response of the electronic component. This
effect can be used as the basis for the mechanism of ultrafast (several
hundreds of femtoseconds) low-density laser ablation, which was experimentally
observed in the studies [15–18]. Under the appropriate conditions, the same
effect can lead to a Coulomb explosion.
To represent the
electronic processes in the EDL, we used the hydrodynamic description developed
in [27] for the continuum model [26]. In this paper, the description of the EDL
is adapted for a new hybrid model, which made it possible to obtain a relationship
between the nonequilibrium electron pressure gradient and the electric field
strength and to explicitly calculate the specific volumetric electric field
strength required for the occurrence of a Coulomb explosion.
The main difference
between the proposed mathematical formulation of the EDL problem and the widely
used drift-diffusion formulations [23, 24] is the presence of a direct
relationship between the electron pressure gradient and the electric field.
This dependence follows from the hydrodynamic (macroscopic) description of the
processes in the EDL. In the quasi-stationary approximation, the mathematical
formulation of the EDL is reduced to two problems connected by a common
boundary and conventionally called internal and external.
Inside the condensed
phase:
|
(1)
|
In the outer domain:
|
(2)
|
Boundary conditions:
ne
(-∞)=zn0,
Ex(-∞)=0
|
(3)
|
The condition of continuity is satisfied on the
metal surface:
|
(4)
|
where accordingly:
e, ε0, Ex
are the electron charge, dielectric constant and electric field strength;
n0,
z
are the concentration of ions in the condensed phase and their degree of
ionization;
Pe
(ne,Te)
is the total
pressure in the electron gas.
The problem of modeling
ultrashort laser action on a metal is described in a single-velocity
two-temperature approximation by a combined continuum-atomistic model. For the
electron subsystem and the electric double layer (EDL), in contrast to the
formulations of other authors [23, 24], the continuum approximation of the
hydrodynamic level is used. The molecular dynamics representation is used to
describe the motion of heavy particles (ions).
In the atomistic
formulation, the computational domain (Fig. 3) in the form of a parallelepiped
extended along the
X
axis is completely filled with particles along the
Y,
Z-axes, and partially along the
X-axis, interacting with each
other through the EAM potential developed for copper in [48]. The particles
form a single crystal with the corresponding crystal lattice (fcc, bcc). Their
average kinetic energy corresponds to an initial temperature of 300 K. Periodic
boundary conditions are imposed in the
Y
and
Z
directions,
thereby reducing 3-D molecular dynamics to a 1-D problem in X.
A laser pulse with
intensity G acts from the right to the left along the
X
axis.
Fig.3.
Scheme of the computational experiment at the initial moment of time.
The key element of the
method is the choice of the potential (or force) of particle interaction. To
date, satisfactory potentials have been developed for a number of metals.
However, in the overwhelming majority of cases, they represent an equilibrium
situation, just like the equations of state in the continuum approach.
Therefore, for the correct formulation of the molecular dynamics problem in the
one-velocity two-temperature approximation, the force from the electron
subsystem is added to the equations of motion in the form of a gradient of the
“non-equilibrium” part of the electron pressure, similarly to the model of a
continuous medium
|
(5)
|
|
(6)
|
Continual component, equation (5)
.
Designations:
u=〈υx〉
is the
x-component
of the average velocity of the heavy particles,
We
=-λe
(Te,Ti
)∙∂Ti/∂x
is the
electron energy flux,
λe
(Te,Ti)
is
the heat conductivity of electrons;
∂G/∂x+αG=0
is the
equation of laser flux transfer (Beer-Lambert law).
The total energy and
pressure of the electron subsystem are divided into “equilibrium” and
“nonequilibrium” parts [27]:
|
(7)
|
The “equilibrium”
(superscript
eq) parts are considered to be partially included in the
thermal and caloric equilibrium equations of state of the metal.
"Non-equilibrium" (superscript
ne) parts are included into the
equation (5).
Atomistic component, ODE
system (6),
describing the motion of heavy particles. Designations:
are the radius-vector and velocity of the
j-th
atom,
ma, na
are the mass and concentration of atoms,
is the force acting on the
j-th
atom, which is determined by EAM potential,
is the
X-axis
unit vector;
is the force that ensures the exchange of
thermal energy between the electronic and ionic subsystems,
Te, Ti
–are the electron and ion temperature;
is the average
(hydrodynamic) atom velocity;
g(Te)(Te
– Ti)
is the electron-ion coupling term;
–is the electron ion
driving force (
blast force);
–is the gradient of
non-equilibrium part of the electron pressure;
is the force
acting on an atom from the excess field of the EDL near the surface of the
metal.
The models presented in
[49–52], which solve the two-temperature problem by the molecular dynamics
method, neglect the work of the electron pressure in the electron energy
equation, i.e. term
Pe
∙∂u/∂x,
assuming that
its contribution to the total energy balance is insignificant compared to the
energy of the laser pulse. The authors carried out a number of calculations
that showed that for typical femtosecond regimes of laser action with pulse
energies of ~10-1÷100
J/cm2, the energy imbalance
introduced without taking into account the work of the electron pressure in the
time interval, where the temperature disequilibrium of the subsystems is still
large (the picosecond range) is about 12-18%. For this reason, the work of
compression forces must be taken into account.
I step. The hydrodynamic
velocity
u
characterizing the process of electron energy transfer in
equation (5) is obtained by averaging the ion velocities in each computational
cell. Therefore, the velocity value turns out to be a strongly fluctuating
quantity, which complicates the direct numerical solution of the continuum
equation (5). Its numerical solution was carried out by the method of total
approximation. Each time step consisted of two stages:
At stage - 1: the
finite-difference method (explicit-implicit Crank-Nicolson difference scheme on
the Euler spatial grid) solves the equation
|
(8)
|
The positions of atoms
and, accordingly, electrons are considered to be frozen.
At stage - 2: the equation
of convective transfer is solved, i.e. the continuity equation:
|
(9)
|
The solution of (9) is
carried out using the molecular dynamics method. To do this, the values of the
electronic energy obtained at the first stage in each computational cell are
distributed equally among all atoms located in this cell. Then, a molecular
dynamic time step is performed, as a result of which heavy particles are
displaced in space. Thus, along with the displacement of heavy particles, the
electron energy was transferred across the boundaries of the Euler cells.
Finally, after summing the electronic energies of the new composition of atoms
in each cell (and dividing by the volume of the cell), we obtain the values
corrected by transfer of
. This completes the
two-stage time step for the single-velocity model.
II step. Determination of
the spatial dependence of the force
fne
acting on an
atom from the side of the excess field of EDL near the metal surface. The input
data for this problem are
n0, z, Te. As a result
of its solution, the spatial distributions of the electric field
Ex
and the electron density
ne
are obtained at the output.
To determine the force
fne,
the problem (1)-(4) is solved twice at each time step of the problem (5)-(6):
the first time for the temperature of the electron gas near the surface
T = Te,
while
Ex
(Te)
is determined; the second time for a
temperature equal to the temperature of the ions near the surface
T = Ti,
in order to determine the value of the electric field
Ex
(Ti)
under the conditions of thermal equilibrium.
Then the specific force
included in equation (5) is determined by the excess electric field (in
relation to the equilibrium one) and is calculated as follows:
|
(10)
|
Here, as above,
e
is the electron charge,
is the ion (atom) mass.
In this case, in the
problem (5)-(6) one should use the boundary condition for the electronic
component
|
(11)
|
since the transfer of momentum from electrons to
heavy particles in the near-boundary region has already been taken into account
by means of the volume force
fne.
The results of the modeling
the ultrashort laser action on a copper target using the combined
continuum-atomistic model in the single-velocity two-temperature approximation
(5)-(6) with and without electron pressure (1)-(4) are presented in video 4-7
for the laser action regime of a Gaussian pulse with a duration τ = 0.1 ps
and an energy density J = 1 J/cm2 onto an fcc copper crystal along the (100)
direction. The maximum pulse was reached at time t = 1.3 ps. In calculations
for the atomistic component, the EAM interaction potential for copper was used
[48].
The dynamics of the
ablation process is visualized in the presented videos after the time
t
= 1 ps, i.e., the development of the ablation process is shown after the end of
the laser pulse and before the end of the process
t
>
τ.
For visualization, a MDM screenshot is used, synchronized with the following
characteristics of the ablation process: temperatures of electrons
Te
and ions
Ti; ion density
ρ
and order parameter;
electronic
Pe
and ionic
Pi
pressure;
hydrodynamic velocity
u
of particles and clusters.
The videos demonstrate the
ablation process based on the simulation results with electronic pressure
(video 4,5) and without it (video 6).
Electron pressure modeling
demonstrates a bimodal distribution of particles, showing two ablation
mechanisms: fast non-thermal (Coulomb explosion) and slow
(thermal-hydrodynamic), which were experimentally observed in [15-18] (video
4).
Ultrafast
electronic processes leading to a Coulomb explosion according to the simulation
results are presented in video 5. In the video presented, the process of
ultrafast low-density laser ablation proceeds very quickly, during the time
t
= 11 ps, so the video is built with a small time step Δ
t
= 0.02-
0.04 ps, which makes it possible to study the dynamics of ultrafast electronic
processes and the Coulomb explosion.
The picture of the formation of the Coulomb explosion unfolds
rapidly, already after
t
≈ 0.42 ps after the end of the pulse, the
maximum nonequilibrium of the electron and ion temperatures near the target
surface Δ
Tmax
=
Te
- Ti
= 6.5×104
K is reached. At that, the “nonequilibrium” part of
electron pressure near the target surface also reaches its maximum value
Pe
= 47 GPa and many times exceeds the ion pressure
Pi. The
maximum value is reached by the electric field
Ex
(Te)
= 32
V/nm. A large electron pressure gradient near the surface in the early
expansion phase, already after
t
≈ 1 ps after
reaching the maximum values of the characteristics of the explosive ablation
process (t
= 2.4 ps),
leads to the detachment of a thin subnanometer surface layer of matter in the
form of individual ions and their clusters, which fly at a speed u = 9000 m/s.
Thus, a Coulomb explosion is observed on the target surface, caused by a large
electron pressure gradient in the near-surface layer of the target, the
increase of which is provoked by super-powerful ultrashort laser radiation.
Subsequently, the expansion velocity increases above 10000 m/s.
Video
4. Simulation results taking into account the Coulomb explosion, 69 ps after
the end of the pulse. The characteristics of the ablation process (left to
right, top to bottom): electron
Te
(blue dashed line) and ion
Ti
(red solid line) temperature; ion density
ρ
(blue solid line) and order parameter (red dashed line); “nonequilibrium”
pressure of electrons
Pe
(blue dashed line) and ions
Pi
(black solid line); hydrodynamic velocity
u
of particles and clusters
(blue solid line).
Further (video 4), as the
temperature difference of the subsystems decreases, the “non-equilibrium” part
of the electron pressure drops rapidly, and a relatively slower process of
unloading the ion pressure begins. The electron and ion temperatures equalize,
Te
≈ Ti
≈ 5500
K, at
t
= 26 ps.
During this time, a shock wave (P
≈ 28 GPa) is formed
that goes deep into the metal, accompanied by a rarefaction wave (negative
pressure reaching
P
≈ -5 GPa). This rarefaction wave
causes separation of liquid films with a characteristic thickness of 10–15 nm
from the melt, the process beginning at the time
t
≈ 38 ps.
The maximum film expansion velocity reaches u ≈ 4000 m/s.
Video
5. Details of the video 4. Dynamics of ultrafast electronic processes and
Coulomb explosion, 9.4 ps after the end of the pulse. Characteristics of the
process (from left to right, top to bottom): the difference between the
electron and ion temperatures at the target surface Δ
T
=
Te
- Ti
(solid red line); electric field strength
Ex
(Te)
(solid black line); electron pressure
Pe
(dashed blue line);
hydrodynamic velocity
u
of particles and clusters (solid blue line).
Video 6 shows the results
of the modeling the ablation of a copper target without taking into account the
influence of the electrical double layer. As we can see, in the initial phase,
due to the absence of the action of an additional force caused by a large
gradient of electron pressure near the surface, there is no intense expansion
of atomic-ion clusters and electrons from the surface of the irradiated target
and near it. The process of evaporation from the surface is observed, which is
confirmed by a decrease in the density near the surface to
ρ
≈ 0.008
cm-3
and by the
order parameter. A very small amount of slow fine particles are separated, the
speed of which does not exceed
u
≤ 4000 m/s.
Comparison of
the simulation results with and without EDL, presented in video 7, shows that
the ejection of matter from the target surface is possible only if the EDL is
taken into account.
Video
6. Modeling results without taking into account the Coulomb explosion, 86 ps
after the start of the pulse. Characteristics of the ablation process (from
left to right, top to bottom): electron
Te
(dashed blue line)
and ion
Ti
(solid red line) temperatures; ion density
ρ
(solid blue line) and order parameter (red dashed line); 'non-equilibrium'
electronic
Pe
(dashed blue line) and ionic
Pi
(solid black line) pressure; hydrodynamic velocity
u
of particles and
clusters (solid blue line).
Video 7. Comparison of modeling results with the
Coulomb explosion (upper screenshot) and without the Coulomb explosion (lower
screenshot), 70 ps after the end of the pulse.
The Coulomb explosion is
one of the electronic mechanisms of laser ablation, which has been widely
discussed in the last few decades [19-25] and observed in experiments [15-18].
In this article, to study the possibility of implementing a Coulomb explosion in
metals, a new combined continuum-atomistic model was proposed and developed,
and the results of mathematical modeling of a Coulomb explosion under the
influence of fs-ps laser pulses in a copper target are presented.
A new mathematical
description of ultrashort laser action on a metal is carried out in a
single-velocity two-temperature approximation by a combined continuum-atomistic
model. For the electron subsystem and the electric double layer (EDL), in
contrast to the formulations of other authors [23, 24], the continuum
approximation of the hydrodynamic level is used. The molecular dynamics
representation is used to describe the motion of heavy particles (ions).
The hydrodynamic
description developed in [27] was used to represent the electronic processes in
the EDL. In [26], this description was used in the continuum model, and in the
present work it was adapted for a new hybrid model, which made it possible to obtain
a relationship between the nonequilibrium electron pressure gradient and the
electric field strength and to explicitly calculate the specific volumetric
electric field strength required for the occurrence of a Coulomb explosion.
With the help of a new
continuum-atomistic model, an extensive study of various regimes of laser fs,
ps action on a Cu target has been carried out. Two ablation mechanisms were
obtained, which are observed in the experiments [15-18] - a fast nonthermal
one, determined by Coulomb forces, and a slow one, realized in a hydrodynamic
unloading wave.
In the study of the
modeling results, a significant role is played by their visualization, which
gives a visual representation of the evolution of the process of laser ablation
of a copper target under the influence of ultrashort (fs, ps) high-power laser
pulses. Understanding and interpreting the modeling results is a non-trivial
task for any category of researchers, not only because of the large volume of
results obtained, but also because of the wide variety of simulated processes,
which are characterized by a strong spatio-temporal scale. Animation, one of
the methods of dynamic visualization, was used to facilitate the understanding
of the results obtained, representing a series of arrays of large numerical
values.
The use of animation
allowed us:
●
to study in detail the dynamics of the bimodal process of laser
ablation of a copper target.
●
to present in detail both the ultrafast mechanism of laser
ablation - the Coulomb explosion (video 5), which proceeds for a very short
time of t = 11 ps, and the slow thermal mechanism of target spallation (video
4),
●
to study the patterns, obtain quantitative characteristics of the
processes,
●
to visualize the comparison of the simulation results with and
without the electrical double layer, presented in videos 4, 6, 7, which showed
that the release of the substance from the target surface is possible only with
the electrical double layer taken into account.
The use of dynamic
visualization to present the results of mathematical modeling helped to reduce
the cognitive load associated with their complexity, facilitating
understanding, research and analysis [42].
In the scientific problem
under consideration, dynamic visualization has become not only a means of
presenting simulation results, but also a full-fledged tool for scientific
research.
The results were obtained
using the equipment of Shared Resource Center of KIAM RAS (http://ckp.kiam.ru).
The work was supported by Russian Science Foundation, grant No.
18-11-00318.
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